This paper is in the following e-collection/theme issue:

Tutorials in AI (3) AI Data (18) Foundations of AI (56) Research Methodology - AI (23)

Published on in Vol 3 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/52615, first published .
Generating Synthetic Electronic Health Record Data Using Generative Adversarial Networks: Tutorial

Generating Synthetic Electronic Health Record Data Using Generative Adversarial Networks: Tutorial

Generating Synthetic Electronic Health Record Data Using Generative Adversarial Networks: Tutorial

Authors of this article:

Chao Yan1 Author Orcid Image ;   Ziqi Zhang2 Author Orcid Image ;   Steve Nyemba1 Author Orcid Image ;   Zhuohang Li2 Author Orcid Image
Article Authors Cited by (7) Tweetations (26) Metrics

Journals

  1. Pitkämäki T, Pahikkala T, Perez I, Movahedi P, Nieminen V, Southerington T, Vaiste J, Jafaritadi M, Khan M, Kontio E, Ranttila P, Pajula J, Pölönen H, Degerli A, Plomp J, Airola A. Finnish perspective on using synthetic health data to protect privacy: the PRIVASA project. Applied Computing and Intelligence 2024;4(2):138 View
  2. Kita F, Rao G, Kirigiti P. Optimizing clustering of electronic health tabular data: generative adversarial networks and Dirichlet process mixture models for advance healthcare analytics. IISE Transactions on Healthcare Systems Engineering 2025;15(3):224 View
  3. Templin T, Fort S, Padmanabham P, Seshadri P, Rimal R, Oliva J, Hassmiller Lich K, Sylvia S, Sinnott-Armstrong N. Framework for bias evaluation in large language models in healthcare settings. npj Digital Medicine 2025;8(1) View
  4. Kumar R, Sporn K, Waisberg E, Ong J, Paladugu P, Vadhera A, Amiri D, Ngo A, Jagadeesan R, Tavakkoli A, Loftus T, Lee A. Navigating Healthcare AI Governance: the Comprehensive Algorithmic Oversight and Stewardship Framework for Risk and Equity. Health Care Analysis 2025 View

Conference Proceedings

  1. Kumar V, Ahmed H, Shailaja M, Karthikeyan B, Alazzam M, Saravanakumar R. 2025 3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC). Generative Adversarial Networks for Synthetic Data Generation in Privacy-Preserving Health Informatics View
  2. Garai P, Das J. 2025 3rd International Conference on Intelligent Systems, Advanced Computing and Communication (ISACC). Radiographic Imaging and AI: A Systematic Review on Applications in Medical Imaging View
  3. Belkadi S, Ren L, Micheletti N, Han L, Nenadic G. 2025 IEEE 13th International Conference on Healthcare Informatics (ICHI). MLM4SynMed: Masked Language Modelling for Synthetic Free-text Medical Records Generation View